# Sharleen Chebet

- **Event:** [Agents in Context Toronto: a MongoDB Hackathon](https://cerebralvalley.ai/e/mongodb-toronto-hackathon)
- **When:** Sat, Nov 14 at 9:00 AM – 9:00 PM (EST)
- **Where:** Toronto, Canada
- **Team:** [Sharleen Chebet](https://cerebralvalley.ai/u/sharleen)
- **GitHub:** https://github.com/mittfreude/magpie
- **Demo video:** https://www.loom.com/share/2d9fd3cd701a483c8f667a9bdaefac82
- **Gallery:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/5

AI can build almost anything. What stays human is taste, the ability to choose problems worth solving, and most people express it through social media saves. Magpie turns your saved X and TikTok posts into a working cofounder. You type what you want to build, and Magpie surfaces every relevant save you have ever made. It then plans a roadmap where each step — positioning, customer research, landing page, first users, and a build stage for the technical work — finds your saves on how to do that step, distills the lessons, and applies them to your idea, citing every source. You stay in charge. 'Not relevant' removes a save and the plan can update. Nothing is sent or bought without your approval, and every step is stored and verified in MongoDB, so it can resume after a crash without redoing finished work.

## More from Agents in Context Toronto: a MongoDB Hackathon

- [Bodega](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/2)
- [One Lesson](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/3)
- [Solo Spades](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/4)
- [Musory](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/6)
- [Phoenix](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/7)
- [MongoDB Larpers](https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/8)

---

Markdown version of https://cerebralvalley.ai/e/mongodb-toronto-hackathon/hackathon/gallery/5. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt